{"cells": [{"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 5, "hidden": false, "row": 0, "width": 12}, "report_default": {}}}}}, "source": ["# Predicting El Ni\u00f1o\u2013Southern Oscillation through correlation and time series analysis/deep learning\n", "\n", "This example uses correlation analysis and time series analysis to predict El Ni\u00f1o\u2013Southern Oscillation (ENSO) based on climate variables and indices. ENSO is an irregular periodical variation in winds and sea surface temperatures over the tropical eastern Pacific Ocean."]}, {"cell_type": "markdown", "metadata": {"toc": true}, "source": ["<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n", "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Predicting-El-Ni\u00f1o\u2013Southern-Oscillation-through-correlation-and-time-series-analysis/deep-learning\" data-toc-modified-id=\"Predicting-El-Ni\u00f1o\u2013Southern-Oscillation-through-correlation-and-time-series-analysis/deep-learning-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Predicting El Ni\u00f1o\u2013Southern Oscillation through correlation and time series analysis/deep learning</a></span><ul class=\"toc-item\"><li><span><a href=\"#Data-used\" data-toc-modified-id=\"Data-used-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Data used</a></span></li><li><span><a href=\"#Part-1.-Data-exploration\" data-toc-modified-id=\"Part-1.-Data-exploration-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Part 1. Data exploration</a></span></li><li><span><a href=\"#Part-2.-Correlation-analysis\" data-toc-modified-id=\"Part-2.-Correlation-analysis-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>Part 2. Correlation analysis</a></span></li><li><span><a href=\"#Part-3.-Time-Series-Analysis/LSTM\" data-toc-modified-id=\"Part-3.-Time-Series-Analysis/LSTM-1.4\"><span class=\"toc-item-num\">1.4&nbsp;&nbsp;</span>Part 3. Time Series Analysis/LSTM</a></span></li><li><span><a href=\"#Data-cleanup-and-transformation\" data-toc-modified-id=\"Data-cleanup-and-transformation-1.5\"><span class=\"toc-item-num\">1.5&nbsp;&nbsp;</span>Data cleanup and transformation</a></span></li><li><span><a href=\"#Model-training\" data-toc-modified-id=\"Model-training-1.6\"><span class=\"toc-item-num\">1.6&nbsp;&nbsp;</span>Model training</a></span></li><li><span><a href=\"#Prediction-and-evaluation\" data-toc-modified-id=\"Prediction-and-evaluation-1.7\"><span class=\"toc-item-num\">1.7&nbsp;&nbsp;</span>Prediction and evaluation</a></span></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-1.8\"><span class=\"toc-item-num\">1.8&nbsp;&nbsp;</span>Conclusion</a></span></li></ul></li></ul></div>"]}, {"cell_type": "code", "execution_count": 1, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 11, "hidden": false, "row": 5, "width": 5}, "report_default": {}}}}}, "outputs": [{"data": {"image/jpeg": 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\n", "text/html": ["\n", "        <iframe\n", "            width=\"400\"\n", "            height=\"300\"\n", "            src=\"https://www.youtube.com/embed/d6s0T0m3F8s\"\n", "            frameborder=\"0\"\n", "            allowfullscreen\n", "        ></iframe>\n", "        "], "text/plain": ["<IPython.lib.display.YouTubeVideo at 0x1112f2f28>"]}, "execution_count": 1, "metadata": {}, "output_type": "execute_result"}], "source": ["from IPython.display import YouTubeVideo\n", "YouTubeVideo('d6s0T0m3F8s')"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 5, "height": 4, "hidden": false, "row": 5, "width": 4}, "report_default": {}}}}}, "source": ["ENSO can have tremendous potential impact such as droughts, floods, and tropical storms. You can look at a few story maps below to get a better understanding of the process."]}, {"cell_type": "code", "execution_count": 2, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 5, "height": 12, "hidden": false, "row": 9, "width": 4}, "report_default": {}}}}}, "outputs": [{"data": {"text/html": ["<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n", "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n", "                       <a href='https://www.arcgis.com/home/item.html?id=d28594d0f342409aa8caa0349e02119a' target='_blank'>\n", "                        <img src='https://www.arcgis.com/sharing/rest//content/items/d28594d0f342409aa8caa0349e02119a/info/thumbnail/ElNino_thumb_2.JPG' class=\"itemThumbnail\">\n", "                       </a>\n", "                    </div>\n", "\n", "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n", "                        <a href='https://www.arcgis.com/home/item.html?id=d28594d0f342409aa8caa0349e02119a' target='_blank'><b>What El Ni\u00f1o Means for Southern California</b>\n", "                        </a>\n", "                        <br/>What El Ni\u00f1o Means for Southern California<img src='https://www.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/layers16.png' style=\"vertical-align:middle;\">Web Mapping Application by NWS.LOX_noaa\n", "                        <br/>Last Modified: June 15, 2018\n", "                        <br/>0 comments, 11,385 views\n", "                    </div>\n", "                </div>\n", "                "], "text/plain": ["<Item title:\"What El Ni\u00f1o Means for Southern California\" type:Web Mapping Application owner:NWS.LOX_noaa>"]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from arcgis.gis import GIS\n", "agol = GIS()\n", "story_maps = agol.content.search('What El Ni\u00f1o Means for Southern California')[0]\n", "story_maps"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 21, "width": 12}, "report_default": {}}}}}, "source": ["Accurate characterization of ENSO is critical for understanding the trends. In climate science, ENSO is characterized through [Southern Oscillation Index](https://www.ncdc.noaa.gov/teleconnections/enso/indicators/soi/) (SOI), a standardized index based on the observed sea level pressure differences between Tahiti and Darwin, Australia. If SOI exhibits warm (greater than 0.5) or cool phase conditions for at least five consecutive values, it officially becomes an El Ni\u00f1o or La Ni\u00f1a event. Therefore, predicting SOI is the first step of ENSO forecasting. This notebooks consists of 3 sections: (1) Data exploration (2) correlation analysis; (3) Time series analysis"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 7, "hidden": false, "row": 25, "width": 12}, "report_default": {}}}}}, "source": ["## Data used\n", "The following four variables were used in this examplea as ENSO is beleived to be related to sea surface temperature, sea level pressure, precipitation, etc. \n", "1. Oceanic Nino Index (ONI), a climate index used for sea surface temperature (SST).\n", "2. Eastern Tropical Pacific SST (Nino 3), another climate index used for SST focusing on a slightly different region.\n", "3. Pacific North American Index (PNA). PNA is a closely related phenomena to ENSO.\n", "4. Precipitation monthly mean. Historical global precipitation monthly mean in raster format.\n", "\n", "**Note**: to run this sample, you need a few extra libraries in your conda environment. If you don't have the libraries, install them by running the following commands from cmd.exe or your shell\n", "\n", "```\n", "conda update conda\n", "conda install matplotlib\n", "conda install scikit-learn\n", "conda install -c conda-forge scikit-image\n", "conda install -c conda-forge keras \n", "```"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 32, "width": 12}, "report_default": {}}}}}, "source": ["## Part 1. Data exploration\n", "The first three variables along with SOI has been put into a .CSV file. To give you an overview, let's read it and look at the first few lines."]}, {"cell_type": "code", "execution_count": 3, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 5, "hidden": false, "row": 16, "width": 4}, "report_default": {}}}}}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["                 soi       oni     nino3       pna\n", "date                                              \n", "1979-01-01 -0.441750 -0.059963 -0.150376 -1.537109\n", "1979-02-01  0.997371  0.056451 -0.271512 -2.725606\n", "1979-03-01  0.072222  0.172865 -0.139364  0.080846\n", "1979-04-01 -0.133367  0.289280  0.213033 -0.148864\n", "1979-05-01  0.483399  0.172865  0.036835  1.269344\n"]}], "source": ["%matplotlib inline\n", "\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "from pandas import read_csv\n", "from pandas import datetime\n", "from matplotlib import pyplot\n", "\n", "def parser(x):\n", "    if x.endswith('11') or x.endswith('12')or x.endswith('10'):\n", "        return datetime.strptime(x, '%Y%m')\n", "    else:\n", "        return datetime.strptime(x, '%Y0%m')\n", "enso_original_path = os.path.join('.', 'data', 'enso_original.csv')\n", "df = read_csv(enso_original_path, header=0, parse_dates=[0], index_col=0, date_parser=parser)\n", "start = 336 \n", "df = df.iloc[start:]\n", "df = (df - df.mean()) / df.std()\n", "print(df.head())"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 36, "width": 4}, "report_default": {}}}}}, "source": ["Let us examine how SOI changes over time."]}, {"cell_type": "code", "execution_count": 4, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 4, "height": 11, "hidden": false, "row": 36, "width": 4}, "report_default": {}}}}}, "outputs": [{"data": {"text/plain": ["Text(0.5, 0, 'Time')"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x360 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["pyplot.figure(figsize=(15,5))\n", "pyplot.plot(df.soi)\n", "pyplot.title('How SOI changes over Time')\n", "pyplot.xlabel('Time')"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 8, "height": 4, "hidden": false, "row": 36, "width": 4}, "report_default": {}}}}}, "source": ["Let us put all four variables together and see how they are distributed or if there is any visual relationship."]}, {"cell_type": "code", "execution_count": 5, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 9, "hidden": false, "row": 40, "width": 4}, "report_default": {}}}}}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x720 with 4 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["i = 1\n", "fig = pyplot.figure(figsize=(15,10))\n", "for col in df.columns.tolist():\n", "    fig.add_subplot(len(df.columns.tolist()), 1, i)\n", "    df[col].plot()\n", "    pyplot.title(col, y=0.8, loc='right')\n", "    if i != len(df.columns.tolist()):\n", "        pyplot.tick_params(\n", "            axis='x',          # changes apply to the x-axis\n", "            which='both',      # both major and minor ticks are affected\n", "            bottom=False,      # ticks along the bottom edge are off\n", "            top=False,         # ticks along the top edge are off\n", "            labelbottom=False) # labels along the bottom edge are off\n", "        pyplot.xlabel('')\n", "    i += 1\n", "pyplot.show()"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 49, "width": 12}, "report_default": {}}}}}, "source": ["As we can see, there is some relationship between the input variables (i.e., oni, nino3, pna) and output variable, soi. For example, oni and soi look highly negatively correlated. We will cover how to model SOI using these variables in the time series analysis, but first let's look at how to bring in the last variable - precipitation."]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 7, "hidden": false, "row": 53, "width": 12}, "report_default": {}}}}}, "source": ["## Part 2. Correlation analysis\n", "Global precipitation monthly mean is avaialble in raster format on ArcGIS online. In this part, we will cover how to indentify the most correlated (on time dimension) grid cell through lagged correlation analysis. There are two rationals behind this. \n", "1. In climate science, a phenomenon that is happening now could be a result of what has happend in the past. In other words, SOI of this month could be most correlated with the ONI of last month or the month before depending on the actual physical process.\n", "2. ENOS is a type of teleconnection which refers to climate anomalies being related to each other at large distances."]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 8, "height": 4, "hidden": false, "row": 40, "width": 4}, "report_default": {}}}}}, "source": ["First, let us search and acess the precipitation data from ArcGIS Online."]}, {"cell_type": "code", "execution_count": 6, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 10, "hidden": false, "row": 60, "width": 4}, "report_default": {}}}}}, "outputs": [{"data": {"text/html": ["<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n", "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n", "                       <a href='https://www.arcgis.com/home/item.html?id=fccf663ed5624b58bc48cb86040dc7fb' target='_blank'>\n", "                        <img src='http://static.arcgis.com/images/desktopapp.png' class=\"itemThumbnail\">\n", "                       </a>\n", "                    </div>\n", "\n", "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n", "                        <a href='https://www.arcgis.com/home/item.html?id=fccf663ed5624b58bc48cb86040dc7fb' target='_blank'><b>Global Monthly Precipitation 1979-2017</b>\n", "                        </a>\n", "                        <br/>Global Monthly Precipitation 1979-2017<img src='https://www.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/layers16.png' style=\"vertical-align:middle;\">Image by yjiang_geosaurus\n", "                        <br/>Last Modified: October 16, 2018\n", "                        <br/>0 comments, 27 views\n", "                    </div>\n", "                </div>\n", "                "], "text/plain": ["<Item title:\"Global Monthly Precipitation 1979-2017\" type:Image owner:yjiang_geosaurus>"]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["data = agol.content.search('Global Monthly Precipitation 1979-2017')[0]\n", "data"]}, {"cell_type": "code", "execution_count": 7, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"hidden": true}, "report_default": {}}}}}, "outputs": [], "source": ["data_item = agol.content.get(data.id)"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 70, "width": 12}, "report_default": {}}}}}, "source": ["Once the data is download to local, we can read it and visualize it through skimage and matplotlib to get a sense of what the data looks like. Because the spatial resolution is 2.5 by 2.5 degrees, there are 72 rows and 144 columns. The third dimension is the time dimension as the data contains monthly mean from 1970.1 to 2017.10, which is 466 months in total."]}, {"cell_type": "code", "execution_count": 8, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 4, "height": 10, "hidden": false, "row": 60, "width": 4}, "report_default": {}}}}}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["(72, 144, 466)\n"]}, {"data": {"text/plain": ["<matplotlib.image.AxesImage at 0x1c2c385be0>"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["from skimage import io\n", "import math\n", "from scipy.stats.stats import pearsonr\n", "from numpy import unravel_index\n", "\n", "precipitation_path = os.path.join('.', 'data', 'precipitation.tif')\n", "precip_full = io.imread(precipitation_path)\n", "precip_full = np.flip(precip_full, 0)\n", "\n", "# print the dimension of the precip_full, (lat, lon, time)\n", "print(precip_full.shape)\n", "# let's print out the first month/band of this data\n", "pyplot.figure(figsize=(15,6))\n", "pyplot.imshow(precip_full[:,:,0], extent=[-180, +180, -90, 90])"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 74, "width": 12}, "report_default": {}}}}}, "source": ["Before calculating the correlation, let's transform the precipitation monthly mean to precipitation anomaly, which a usually provides better signal than absolute precipitation. For short, anomaly means how much precipitation departs from what is normal for that time of year at a specific location. Let's say, we would like to know the anomaly of a specific grid in October this year. We need to compute the historial mean of October precipitation and then caculate its difference with value of this October."]}, {"cell_type": "code", "execution_count": 9, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 8, "height": 9, "hidden": false, "row": 60, "width": 4}, "report_default": {}}}}}, "outputs": [{"data": {"text/plain": ["<matplotlib.image.AxesImage at 0x1c33362940>"]}, "execution_count": 9, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["# calculate the historical mean for each month\n", "a = np.zeros(shape = (precip_full.shape[0], precip_full.shape[1], math.ceil(precip_full.shape[2]/12)*12))\n", "a[:,:,0:precip_full.shape[2]] = precip_full\n", "a = a.reshape(a.shape[0], a.shape[1], int(a.shape[2]/12), 12)\n", "monthly_sum = np.sum(a, axis=2)\n", "\n", "montly_mean_1_10 = monthly_sum[:,:,0:10]/a.shape[2]\n", "montly_mean_11_12 = monthly_sum[:,:,-2:]/(a.shape[2] - 1)\n", "monthly_mean = np.append(montly_mean_1_10, montly_mean_11_12, axis=2)\n", "\n", "# calculate the difference\n", "for i in range(a.shape[3]):\n", "    a[:,:,i,:] -=monthly_mean\n", "\n", "# reshape the data back to its orginial dimension\n", "a = a.reshape(a.shape[0], a.shape[1], a.shape[2]*a.shape[3])\n", "\n", "# visualize the first month anomaly\n", "pyplot.figure(figsize=(15,6))\n", "pyplot.imshow(a[:,:,0], extent=[-180, +180, -90, 90])"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 4, "hidden": false, "row": 78, "width": 12}, "report_default": {}}}}}, "source": ["Now we have the anomaly. Let us calculate Pearson correlation coefficient between SOI and precipitation anomaly across all the grids based on a range of time lag from 0 to 5. The goal is the find the grid that has the greatest absolute Pearson correlation."]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/plain": ["(464, 4)"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["df.shape"]}, {"cell_type": "code", "execution_count": 11, "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 0, "height": 10, "hidden": false, "row": 82, "width": 4}, "report_default": {}}}}}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1008x864 with 12 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["lag = 5\n", "fig, axs = pyplot.subplots(nrows=3, ncols=2, figsize=(14, 12))\n", "fig.subplots_adjust(left=0.03, right=0.97, hspace=0.4, wspace=0.4)\n", "\n", "for t in range(lag+1):\n", "    soi = df.values[t:,0]\n", "    soi = soi.reshape(soi.shape[0], 1)\n", "\n", "    precip = a[:,:,0:-4-t]\n", "    \n", "    r2 = []\n", "    for i in range(precip.shape[0]):\n", "        for j in range(precip.shape[1]):\n", "            r2_index = pearsonr(soi, precip[i,j,:].reshape(precip.shape[2], 1))[0]\n", "            r2.append(r2_index)\n", "\n", "    r2_map = np.array(r2).reshape(precip.shape[0], precip.shape[1])\n", "    max_index = unravel_index(r2_map.argmax(), r2_map.shape)\n", "\n", "    im = axs.flat[t-1].imshow(np.abs(r2_map), extent=[-180, +180, -90, 90])\n", "    fig.colorbar(im, ax = axs[t//2, t%2])\n", "    \n", "    # we only care only absolute correlation in this case\n", "    r2_map = np.abs(r2_map)\n", "    max_index = unravel_index(r2_map.argmax(), r2_map.shape)\n", "    axs.flat[t-1].set_title('lag=' + str(t) + '\\n' + 'max_index=' + str(max_index) + '\\n' + 'max_absolute_correlation=' + str(float(\"%.3f\" % r2_map[max_index])))\n"]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"col": 8, "height": 4, "hidden": false, "row": 44, "width": 4}, "report_default": {}}}}}, "source": ["As can be seen, the largest correlation results from lag=0 at (row, column) = (34, 74). We will then take the precipitation anomaly of this grid and combine it with the other variables to predict SOI in another notebook."]}, {"cell_type": "markdown", "metadata": {"extensions": {"jupyter_dashboards": {"version": 1, "views": {"grid_default": {"hidden": true}, "report_default": {}}}}}, "source": ["## Part 3. Time Series Analysis/LSTM\n", "\n", "The third part of ENSO prediction focuses on time seris analysis. Here our SOI time series prediction problem is formulated as a regression problem and the idea is to use prior time steps to predict the next time step(s). Specifically, this analysis consists of three sections:\n", "1. Data cleanup and transformation: transform the raw data into format that supervised machine learning algorithms can take, and split out training and test datasets\n", "2. Model training: train a [Long short-term memory](https://en.wikipedia.org/wiki/Long_short-term_memory) (LSTM) neural network.\n", "3. Prediction and evaluation: evaluate the models on test dataset and plot the results."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Data cleanup and transformation"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Time series data can be phrased as supervised learning if we think of by previous time steps as input variables and the next time step(s) as the output variable. Before we do any transformationm, let's first import all the necessary packages and take a look at what our data looks like."]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["Using TensorFlow backend.\n"]}, {"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>soi</th>\n", "      <th>oni</th>\n", "      <th>nino3</th>\n", "      <th>pna</th>\n", "      <th>precip</th>\n", "    </tr>\n", "    <tr>\n", "      <th>date</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1951-01-01</th>\n", "      <td>1.5</td>\n", "      <td>-0.8</td>\n", "      <td>-0.72</td>\n", "      <td>-1.18</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1951-02-01</th>\n", "      <td>0.9</td>\n", "      <td>-0.5</td>\n", "      <td>-0.43</td>\n", "      <td>-2.11</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1951-03-01</th>\n", "      <td>-0.1</td>\n", "      <td>-0.2</td>\n", "      <td>-0.63</td>\n", "      <td>-1.09</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1951-04-01</th>\n", "      <td>-0.3</td>\n", "      <td>0.2</td>\n", "      <td>0.00</td>\n", "      <td>0.47</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1951-05-01</th>\n", "      <td>-0.7</td>\n", "      <td>0.4</td>\n", "      <td>-0.12</td>\n", "      <td>1.19</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["            soi  oni  nino3   pna  precip\n", "date                                     \n", "1951-01-01  1.5 -0.8  -0.72 -1.18     NaN\n", "1951-02-01  0.9 -0.5  -0.43 -2.11     NaN\n", "1951-03-01 -0.1 -0.2  -0.63 -1.09     NaN\n", "1951-04-01 -0.3  0.2   0.00  0.47     NaN\n", "1951-05-01 -0.7  0.4  -0.12  1.19     NaN"]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["%matplotlib inline\n", "import os.path\n", "import warnings\n", "import numpy as np\n", "from math import sqrt\n", "from matplotlib import pyplot\n", "from pandas import read_csv\n", "from pandas import DataFrame\n", "from pandas import concat\n", "from pandas import datetime\n", "from sklearn.metrics import mean_squared_error\n", "from keras.models import Sequential\n", "from keras.layers import Dense\n", "from keras.layers import LSTM\n", "from keras.models import load_model\n", "warnings.filterwarnings('ignore')\n", "\n", "def parser(x):\n", "    if x.endswith('11') or x.endswith('12')or x.endswith('10'):\n", "        return datetime.strptime(x, '%Y%m')\n", "    else:\n", "        return datetime.strptime(x, '%Y0%m')\n", "enso_ready_path = os.path.join('.', 'data', 'enso_ready.csv')\n", "df = read_csv(enso_ready_path, header=0, parse_dates=[0], index_col=0, date_parser=parser)\n", "df.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["As precipitation data is not available until 1979, let's remove the first few rows, standardize each column by calcuting the z-score, and move soi (input variable) to the last column of the table."]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>oni</th>\n", "      <th>nino3</th>\n", "      <th>pna</th>\n", "      <th>precip</th>\n", "      <th>soi</th>\n", "    </tr>\n", "    <tr>\n", "      <th>date</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1979-01-01</th>\n", "      <td>-0.059963</td>\n", "      <td>-0.150376</td>\n", "      <td>-1.537109</td>\n", "      <td>1.424196</td>\n", "      <td>-0.441750</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1979-02-01</th>\n", "      <td>0.056451</td>\n", "      <td>-0.271512</td>\n", "      <td>-2.725606</td>\n", "      <td>0.200227</td>\n", "      <td>0.997371</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1979-03-01</th>\n", "      <td>0.172865</td>\n", "      <td>-0.139364</td>\n", "      <td>0.080846</td>\n", "      <td>-0.530831</td>\n", "      <td>0.072222</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1979-04-01</th>\n", "      <td>0.289280</td>\n", "      <td>0.213033</td>\n", "      <td>-0.148864</td>\n", "      <td>-0.755133</td>\n", "      <td>-0.133367</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1979-05-01</th>\n", "      <td>0.172865</td>\n", "      <td>0.036835</td>\n", "      <td>1.269344</td>\n", "      <td>-0.270530</td>\n", "      <td>0.483399</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                 oni     nino3       pna    precip       soi\n", "date                                                        \n", "1979-01-01 -0.059963 -0.150376 -1.537109  1.424196 -0.441750\n", "1979-02-01  0.056451 -0.271512 -2.725606  0.200227  0.997371\n", "1979-03-01  0.172865 -0.139364  0.080846 -0.530831  0.072222\n", "1979-04-01  0.289280  0.213033 -0.148864 -0.755133 -0.133367\n", "1979-05-01  0.172865  0.036835  1.269344 -0.270530  0.483399"]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["start = 336 \n", "df = df.iloc[start:]\n", "df = (df - df.mean()) / df.std()\n", "\n", "cols = df.columns.tolist()\n", "cols = cols[1:] + cols[:1]\n", "df = df[cols]\n", "df.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Most supervised learning algorithms require all input variables to be on the same row with its corresponding output variable. In SOI prediction, the goal is to use the variables (i.e., oni, nino3, pna, precip, and soi) of the previous time steps (e.g. 12) to predict the SOI of the next time steps (e.g. 3). Formally, the use of prior time steps to predict the next time step is called the sliding window approach (aka window or lag method) in time series analysis/prediction. Therefore, let's define a method that transforms panda time series into format that supervised learning algorithms can take."]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": ["\"\"\"\n", "This method takes a time series and returns transformed data.\n", "data: time series as pandas dataframe\n", "n_in: number of previous time steps as input (X)\n", "n_out: number of next time steps as output (y)\n", "dropnan: whether or not to drop rows with NaN values\n", "\"\"\"\n", "def series_to_supervised(data, n_in=1, n_out=1, dropnan=True):\n", "    n_vars = 1 if type(data) is list else data.shape[1]\n", "    df = DataFrame(data)\n", "    cols, names = list(), list()\n", "    # input sequence (t-n, ... t-1)\n", "    for i in range(n_in, 0, -1):\n", "        cols.append(df.shift(i))\n", "        names += [('var%d(t-%d)' % (j+1, i)) for j in range(n_vars)]\n", "    # forecast sequence (t, t+1, ... t+n)\n", "    for i in range(0, n_out):\n", "        cols.append(df.shift(-i).iloc[:,-1])\n", "        if i == 0:\n", "            names += ['VAR(t)']\n", "        else:\n", "            names += ['VAR(t+%d)' % i]\n", "    # put it all together\n", "    agg = concat(cols, axis=1)\n", "    agg.columns = names\n", "    # drop rows with NaN values\n", "    if dropnan:\n", "        agg.dropna(inplace=True)\n", "    return agg"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Note that after transformation, there are some edges cases where the input or output variable could be NaN. For example, as data before 1979 is not available, there is no way to form a row for SOI of 1979. That's why there is a dropnan option is the method."]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>var1(t-12)</th>\n", "      <th>var2(t-12)</th>\n", "      <th>var3(t-12)</th>\n", "      <th>var4(t-12)</th>\n", "      <th>var5(t-12)</th>\n", "      <th>var1(t-11)</th>\n", "      <th>var2(t-11)</th>\n", "      <th>var3(t-11)</th>\n", "      <th>var4(t-11)</th>\n", "      <th>var5(t-11)</th>\n", "      <th>...</th>\n", "      <th>var4(t-2)</th>\n", "      <th>var5(t-2)</th>\n", "      <th>var1(t-1)</th>\n", "      <th>var2(t-1)</th>\n", "      <th>var3(t-1)</th>\n", "      <th>var4(t-1)</th>\n", "      <th>var5(t-1)</th>\n", "      <th>VAR(t)</th>\n", "      <th>VAR(t+1)</th>\n", "      <th>VAR(t+2)</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>12</th>\n", "      <td>-0.059963</td>\n", "      <td>-0.150376</td>\n", "      <td>-1.537109</td>\n", "      <td>1.424196</td>\n", "      <td>-0.441750</td>\n", "      <td>0.056451</td>\n", "      <td>-0.271512</td>\n", "      <td>-2.725606</td>\n", "      <td>0.200227</td>\n", "      <td>0.997371</td>\n", "      <td>...</td>\n", "      <td>0.061769</td>\n", "      <td>-0.441750</td>\n", "      <td>0.638523</td>\n", "      <td>0.587453</td>\n", "      <td>-0.678194</td>\n", "      <td>-0.032382</td>\n", "      <td>-0.750133</td>\n", "      <td>0.380605</td>\n", "      <td>0.277811</td>\n", "      <td>-0.441750</td>\n", "    </tr>\n", "    <tr>\n", "      <th>13</th>\n", "      <td>0.056451</td>\n", "      <td>-0.271512</td>\n", "      <td>-2.725606</td>\n", "      <td>0.200227</td>\n", "      <td>0.997371</td>\n", "      <td>0.172865</td>\n", "      <td>-0.139364</td>\n", "      <td>0.080846</td>\n", "      <td>-0.530831</td>\n", "      <td>0.072222</td>\n", "      <td>...</td>\n", "      <td>-0.032382</td>\n", "      <td>-0.750133</td>\n", "      <td>0.638523</td>\n", "      <td>0.411255</td>\n", "      <td>-1.007778</td>\n", "      <td>-0.076689</td>\n", "      <td>0.380605</td>\n", "      <td>0.277811</td>\n", "      <td>-0.441750</td>\n", "      <td>-0.647339</td>\n", "    </tr>\n", "    <tr>\n", "      <th>14</th>\n", "      <td>0.172865</td>\n", "      <td>-0.139364</td>\n", "      <td>0.080846</td>\n", "      <td>-0.530831</td>\n", "      <td>0.072222</td>\n", "      <td>0.289280</td>\n", "      <td>0.213033</td>\n", "      <td>-0.148864</td>\n", "      <td>-0.755133</td>\n", "      <td>-0.133367</td>\n", "      <td>...</td>\n", "      <td>-0.076689</td>\n", "      <td>0.380605</td>\n", "      <td>0.522109</td>\n", "      <td>-0.029240</td>\n", "      <td>2.028384</td>\n", "      <td>-0.804978</td>\n", "      <td>0.277811</td>\n", "      <td>-0.441750</td>\n", "      <td>-0.647339</td>\n", "      <td>-0.030572</td>\n", "    </tr>\n", "    <tr>\n", "      <th>15</th>\n", "      <td>0.289280</td>\n", "      <td>0.213033</td>\n", "      <td>-0.148864</td>\n", "      <td>-0.755133</td>\n", "      <td>-0.133367</td>\n", "      <td>0.172865</td>\n", "      <td>0.036835</td>\n", "      <td>1.269344</td>\n", "      <td>-0.270530</td>\n", "      <td>0.483399</td>\n", "      <td>...</td>\n", "      <td>-0.804978</td>\n", "      <td>0.277811</td>\n", "      <td>0.289280</td>\n", "      <td>-0.194425</td>\n", "      <td>-0.638245</td>\n", "      <td>0.269456</td>\n", "      <td>-0.441750</td>\n", "      <td>-0.647339</td>\n", "      <td>-0.030572</td>\n", "      <td>-0.030572</td>\n", "    </tr>\n", "    <tr>\n", "      <th>16</th>\n", "      <td>0.172865</td>\n", "      <td>0.036835</td>\n", "      <td>1.269344</td>\n", "      <td>-0.270530</td>\n", "      <td>0.483399</td>\n", "      <td>-0.059963</td>\n", "      <td>0.279107</td>\n", "      <td>-1.636982</td>\n", "      <td>-0.068382</td>\n", "      <td>0.586194</td>\n", "      <td>...</td>\n", "      <td>0.269456</td>\n", "      <td>-0.441750</td>\n", "      <td>0.405694</td>\n", "      <td>-0.007215</td>\n", "      <td>1.658851</td>\n", "      <td>-0.359143</td>\n", "      <td>-0.647339</td>\n", "      <td>-0.030572</td>\n", "      <td>-0.030572</td>\n", "      <td>-0.030572</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>5 rows \u00d7 63 columns</p>\n", "</div>"], "text/plain": ["    var1(t-12)  var2(t-12)  var3(t-12)  var4(t-12)  var5(t-12)  var1(t-11)  \\\n", "12   -0.059963   -0.150376   -1.537109    1.424196   -0.441750    0.056451   \n", "13    0.056451   -0.271512   -2.725606    0.200227    0.997371    0.172865   \n", "14    0.172865   -0.139364    0.080846   -0.530831    0.072222    0.289280   \n", "15    0.289280    0.213033   -0.148864   -0.755133   -0.133367    0.172865   \n", "16    0.172865    0.036835    1.269344   -0.270530    0.483399   -0.059963   \n", "\n", "    var2(t-11)  var3(t-11)  var4(t-11)  var5(t-11)    ...     var4(t-2)  \\\n", "12   -0.271512   -2.725606    0.200227    0.997371    ...      0.061769   \n", "13   -0.139364    0.080846   -0.530831    0.072222    ...     -0.032382   \n", "14    0.213033   -0.148864   -0.755133   -0.133367    ...     -0.076689   \n", "15    0.036835    1.269344   -0.270530    0.483399    ...     -0.804978   \n", "16    0.279107   -1.636982   -0.068382    0.586194    ...      0.269456   \n", "\n", "    var5(t-2)  var1(t-1)  var2(t-1)  var3(t-1)  var4(t-1)  var5(t-1)  \\\n", "12  -0.441750   0.638523   0.587453  -0.678194  -0.032382  -0.750133   \n", "13  -0.750133   0.638523   0.411255  -1.007778  -0.076689   0.380605   \n", "14   0.380605   0.522109  -0.029240   2.028384  -0.804978   0.277811   \n", "15   0.277811   0.289280  -0.194425  -0.638245   0.269456  -0.441750   \n", "16  -0.441750   0.405694  -0.007215   1.658851  -0.359143  -0.647339   \n", "\n", "      VAR(t)  VAR(t+1)  VAR(t+2)  \n", "12  0.380605  0.277811 -0.441750  \n", "13  0.277811 -0.441750 -0.647339  \n", "14 -0.441750 -0.647339 -0.030572  \n", "15 -0.647339 -0.030572 -0.030572  \n", "16 -0.030572 -0.030572 -0.030572  \n", "\n", "[5 rows x 63 columns]"]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}], "source": ["# specify the size of our sliding window and number of features\n", "enso = df.values.astype('float32')\n", "lag = 12\n", "ahead = 3\n", "n_features = 1\n", "reframed = series_to_supervised(enso, lag, ahead)\n", "reframed.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Model training"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Now we have the data, let's define a method that trains a LSTM model. For the purpose of simplicity, we define a two layer neural network with one LSTM layer and one dense layer."]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": ["\"\"\"\n", "This method takes training data and returns a LSTM model\n", "train: training data\n", "n_lag: number of previous time steps\n", "n_ahead: number of next time steps\n", "nb_epoch: number of epochs\n", "n_neurons: number of n_neurons in the first layer\n", "\"\"\"\n", "def fit_lstm(train, n_lag, n_ahead, n_batch, nb_epoch, n_neurons):\n", "    # reshape training into [samples, timesteps, features]\n", "    X, y = train[:, :-n_ahead], train[:, -n_ahead:]\n", "    X = X.reshape(X.shape[0], n_lag, int(X.shape[1]/n_lag))\n", "\n", "    # design neural network architecture. This is a simple LSTM just for demo purpose\n", "    model = Sequential()\n", "    model.add(LSTM(n_neurons, batch_input_shape=(n_batch, X.shape[1], X.shape[2]), stateful=True))\n", "    model.add(Dense(n_ahead))\n", "    model.compile(loss='mean_squared_error', optimizer='adam')\n", "    # fit the NN\n", "    for i in range(nb_epoch):\n", "        model.fit(X, y, epochs=1, batch_size=n_batch, verbose=2, shuffle=False)\n", "        model.reset_states()\n", "    return model"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Let's split our transformed data into training and test sets and feed the model training method. The first 80 precent will be used for training purpose and the last 20 percent will be using as test set. Note that in time sereis analysis, we don't do random shuffle because it's important to preserve time dependency/order."]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["WARNING:tensorflow:From /anaconda3/envs/geosaurus/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Colocations handled automatically by placer.\n", "WARNING:tensorflow:From /anaconda3/envs/geosaurus/lib/python3.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use tf.cast instead.\n"]}], "source": ["values = reframed.values\n", "n_train = int(len(values) * 0.8)\n", "train = values[:n_train, :]\n", "test = values[n_train:, :]\n", "\n", "# fit a LSTM model with the transformed data\n", "# model fitting can be very time-consuming, therefore a pre-trained model is included in the data folder\n", "model_path = os.path.join('.', 'data', 'my_model.h5')\n", "if not os.path.exists(model_path):\n", "    model = fit_lstm(train, lag, ahead, 1, 30, 30)\n", "    model.save(model_path)\n", "else:\n", "    model = load_model(model_path)"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["_________________________________________________________________\n", "Layer (type)                 Output Shape              Param #   \n", "=================================================================\n", "lstm_4 (LSTM)                (1, 30)                   4320      \n", "_________________________________________________________________\n", "dense_4 (Dense)              (1, 3)                    93        \n", "=================================================================\n", "Total params: 4,413\n", "Trainable params: 4,413\n", "Non-trainable params: 0\n", "_________________________________________________________________\n"]}], "source": ["model.summary()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Prediction and evaluation"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Now let's apply the model to the test set and evaluate the accuracy for each of those three next time steps."]}, {"cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": ["# predict the SOI values for next three time steps given a single input sample \n", "def forecast_lstm(model, X, n_batch, n_lag):\n", "    # reshape input pattern to [samples, timesteps, features]\n", "    X = X.reshape(1, n_lag, int(len(X)/n_lag))\n", "    # make forecast\n", "    forecast = model.predict(X, batch_size=n_batch)\n", "    # convert to array\n", "    return [x for x in forecast[0, :]]\n", "\n", "# make prediciton for a list of input samples\n", "def make_forecasts(model, n_batch, train, test, n_lag, n_ahead):\n", "    forecasts = list()\n", "    for i in range(len(test)):\n", "        X = test[i, :-n_ahead]\n", "        # make forecast\n", "        forecast = forecast_lstm(model, X, n_batch, n_lag)\n", "        # store the forecast\n", "        forecasts.append(forecast)\n", "    return forecasts"]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [{"data": {"text/plain": ["[-1.5042609, -1.4436339, -1.52989]"]}, "execution_count": 21, "metadata": {}, "output_type": "execute_result"}], "source": ["forecasts = make_forecasts(model, 1, train, test, lag, ahead)\n", "# pring out the output for the first input sample\n", "forecasts[0]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["As mentioned in the very beginning, time series prediction is treated as a regression problem in our case, so let's compute mean square error (MSE) for each next time step."]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Evaluation results (RMSE) for each next tim step:\n", "t+1 time step: 0.795490\n", "t+2 time step: 0.843505\n", "t+3 time step: 0.907717\n"]}], "source": ["def evaluate_forecasts(y, forecasts, n_lag, n_seq):\n", "    print('Evaluation results (RMSE) for each next tim step:')\n", "    for i in range(n_seq):\n", "        actual = [row[i] for row in y]\n", "        predicted = [forecast[i] for forecast in forecasts]\n", "        rmse = sqrt(mean_squared_error(actual, predicted))\n", "        print('t+%d time step: %f' % ((i+1), rmse))\n", "        \n", "# evaluate forecasts\n", "actual = [row[-ahead:] for row in test]\n", "evaluate_forecasts(actual, forecasts, lag, ahead)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["To to a better understanding of the prediction result, let's plot it out and compare with with the original data."]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x576 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["# plot the forecasts in the context of the original dataset, multiple segments\n", "def plot_forecasts(series, forecasts, n_test, xlim, ylim, n_ahead, linestyle = None):\n", "    pyplot.figure(figsize=(15,8))\n", "    if linestyle==None:\n", "        pyplot.plot(series, label='observed')\n", "    else:\n", "        pyplot.plot(series, linestyle, label='observed')\n", "    pyplot.xlim(xlim, ylim)\n", "    pyplot.legend(loc='upper right')\n", "    # plot the forecasts in red\n", "    for i in range(len(forecasts)):\n", "        # this ensures not all segements are plotted, it is plotted every n_ahead\n", "        if i%n_ahead ==0:\n", "               off_s = len(series) - n_test + 2 + i - 1\n", "               off_e = off_s + len(forecasts[i]) + 1\n", "               xaxis = [x for x in range(off_s, off_e)]\n", "               yaxis = [series[off_s]] + forecasts[i] \n", "               pyplot.plot(xaxis, yaxis, 'r')\n", "    pyplot.show()\n", "    \n", "plot_forecasts(df['soi'].values, forecasts, test.shape[0] + ahead - 1, 0, 500, ahead)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Here the blue line is the ogriginal time series, the red line is the prediction results. As we can see, it is doing a reasonable job. ENSO prediction is considered one of the most difficult task in climate science, but with more sophisicated modeling tuning and architecture desgin, we believe better results could be achieved."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Conclusion"]}, {"cell_type": "markdown", "metadata": {}, "source": ["In this notebook, we observed how ENSO prediction can be done with the aid of ArcGIS API for Python. We started with a correlation to find the most correlated grid in terms of precipitation. And then we performed time series analysis and LSTM to predict SOI based a few input variables including precipitation from prior time steps. With a basic LSTM example, we are able to acheive a reasonable accuracy as ENSO prediction is one of the most challenge tasks in climatology."]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}], "metadata": {"esriNotebookRuntime": {"notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", "notebookRuntimeVersion": "4.0"}, "extensions": {"jupyter_dashboards": {"activeView": "grid_default", "version": 1, "views": {"grid_default": {"cellMargin": 10, "defaultCellHeight": 20, "maxColumns": 12, "name": "grid", "type": "grid"}, "report_default": {"name": "report", "type": "report"}}}}, "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2"}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": true}}, "nbformat": 4, "nbformat_minor": 2}